{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density- Based Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Density-based clustering algorithms assign cluster membership based on proximity to other cluster members. They pursue the goal of identifying dense regions of arbitrary shapes and sizes. They do not require the specification of a certain number of clusters but instead rely on parameters that define the size of a neighborhood and a density threshold.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.757804Z",
     "start_time": "2018-12-27T19:35:02.610715Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import warnings\n",
    "from time import sleep\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import cm\n",
    "import matplotlib.ticker as ticker\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from numpy import atleast_2d\n",
    "from random import shuffle\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import DBSCAN\n",
    "from hdbscan import HDBSCAN\n",
    "from sklearn.metrics import adjusted_mutual_info_score\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.neighbors import KDTree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.760927Z",
     "start_time": "2018-12-27T19:35:02.759114Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "cmap = cm.get_cmap('viridis')\n",
    "pd.options.display.float_format = '{:,.2f}'.format\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Load Iris Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.772469Z",
     "start_time": "2018-12-27T19:35:02.761794Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "iris.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Create DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.783019Z",
     "start_time": "2018-12-27T19:35:02.773718Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      "sepal length (cm)    150 non-null float64\n",
      "sepal width (cm)     150 non-null float64\n",
      "petal length (cm)    150 non-null float64\n",
      "petal width (cm)     150 non-null float64\n",
      "label                150 non-null int64\n",
      "dtypes: float64(4), int64(1)\n",
      "memory usage: 5.9 KB\n"
     ]
    }
   ],
   "source": [
    "features = iris.feature_names\n",
    "data = pd.DataFrame(data=np.column_stack([iris.data, iris.target]), \n",
    "                    columns=features + ['label'])\n",
    "data.label = data.label.astype(int)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Standardize Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.795039Z",
     "start_time": "2018-12-27T19:35:02.784302Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "features_standardized = scaler.fit_transform(data[features])\n",
    "n = len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Reduce Dimensionality to visualize clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.840907Z",
     "start_time": "2018-12-27T19:35:02.795915Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)\n",
    "features_2D = pca.fit_transform(features_standardized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:02.959786Z",
     "start_time": "2018-12-27T19:35:02.841748Z"
    },
    "hide_input": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ev1, ev2 = pca.explained_variance_ratio_\n",
    "ax = plt.figure().gca(title='2D Projection', \n",
    "                      xlabel='Explained Variance: {:.2%}'.format(ev1), \n",
    "                      ylabel='Explained Variance: {:.2%}'.format(ev2))\n",
    "ax.scatter(*features_2D.T, c=data.label, s=10)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Perform DBSCAN clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Density-based spatial clustering of applications with noise (DBSCAN) has been developed in 1996 and awarded the ‘test of time’ award at the KDD conference 2014 because of the attention it has received in theory an practice. \n",
    "\n",
    "It aims to identify core- and non-core samples, where the former extend a cluster and the latter are part of a cluster but do not have sufficient nearby neighbors to further grow the cluster. Other samples are outliers and not assigned to any cluster.\n",
    "\n",
    "It uses a parameter eps for the radius of the neighborhood and min_samples for the number of members required for core samples. It is deterministic and exclusive and has difficulties with clusters of different density and high-dimensional data. It can be challenging to tune the parameters to the requisite density, especially as it is often not constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.117875Z",
     "start_time": "2018-12-27T19:35:02.960682Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusterer = DBSCAN()\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "fig, axes = plt.subplots(ncols=2)\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=10)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=10)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Compare parameter settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.344053Z",
     "start_time": "2018-12-27T19:35:03.118989Z"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "eps_range = np.arange(.2, .91, .05)\n",
    "min_samples_range = list(range(3, 10))\n",
    "labels = data.label\n",
    "mi = {}\n",
    "for eps in eps_range:\n",
    "    for min_samples in min_samples_range:\n",
    "        clusterer = DBSCAN(eps=eps, min_samples=min_samples)\n",
    "        clusters = clusterer.fit_predict(features_standardized)  \n",
    "        mi[(eps, min_samples)] = adjusted_mutual_info_score(clusters, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.704946Z",
     "start_time": "2018-12-27T19:35:03.345048Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = pd.Series(mi)\n",
    "results.index = pd.MultiIndex.from_tuples(results.index)\n",
    "fig, axes = plt.subplots()\n",
    "ax = sns.heatmap(results.unstack(), annot=True, fmt='.2f')\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%0.2f'))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Run again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.854698Z",
     "start_time": "2018-12-27T19:35:03.705915Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusterer = DBSCAN(eps=.8, min_samples=5)\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "fig, axes = plt.subplots(ncols=2)\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=10)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=10)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DBSCAN in python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "#### Recursive dbscan "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.858618Z",
     "start_time": "2018-12-27T19:35:03.855788Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def run_dbscan(point, members):\n",
    "    members.add(point)\n",
    "    neighbors = kdtree.query_radius(atleast_2d(data_[point]), eps)[0]\n",
    "    if len(neighbors) < min_samples:\n",
    "        return members | set(neighbors)\n",
    "    else:\n",
    "        for neighbor in set(neighbors) - set(members):\n",
    "            members.update(run_dbscan(neighbor, members))\n",
    "    return members"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Dynamic Plotting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:03.871104Z",
     "start_time": "2018-12-27T19:35:03.859659Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_dbscan(data, assignments, axes, delay=.5):\n",
    "    for ax in axes:\n",
    "        ax.clear()\n",
    "    xmin, ymin = data[['x', 'y']].min()\n",
    "    xmax, ymax = data[['x', 'y']].max()\n",
    "    data.plot.scatter(x='x', y='y', c=data.label, cmap=cmap, s=10, \n",
    "                      title='Original Data', ax=axes[0], colorbar=False)\n",
    "    plot_data.clusters = plot_data.index.map(assignments.get)\n",
    "    db_data= data.fillna(0)[data.clusters.notnull()]\n",
    "    db_data.plot.scatter(x='x', y='y', cmap=cmap, colorbar=False, \n",
    "                         xlim=(xmin, xmax), ylim=(ymin, ymax),\n",
    "                         c=db_data.clusters, s=10, title='DBSCAN', ax=axes[1])    \n",
    "    fig.canvas.draw()\n",
    "    sleep(delay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### DBSCAN Execution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:15.956452Z",
     "start_time": "2018-12-27T19:35:03.872150Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eps, min_samples = .6, 5\n",
    "data_ = features_standardized.copy()\n",
    "kdtree = KDTree(data_)\n",
    "\n",
    "to_do = list(range(len(data_)))\n",
    "plot_data = pd.DataFrame(data=np.c_[features_2D, labels],\n",
    "                        columns=['x', 'y', 'label']).assign(clusters=np.nan)\n",
    "shuffle(to_do)\n",
    "n_clusters = 1\n",
    "fig, axes = plt.subplots(ncols=2)\n",
    "assignments = {}\n",
    "while to_do:\n",
    "    item = to_do.pop()\n",
    "    neighbors = kdtree.query_radius(atleast_2d(data_[item, :]), eps)[0]\n",
    "    if len(neighbors) < min_samples:\n",
    "        assignments[item] = 0\n",
    "        plot_dbscan(plot_data, assignments, axes)\n",
    "    else:\n",
    "        new_cluster = run_dbscan(item, set())\n",
    "        to_do = [t for t in to_do if t not in new_cluster]\n",
    "        for member in new_cluster:\n",
    "            assignments.update({member: n_clusters})\n",
    "        n_clusters += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### HDBSCAN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hierarchical DBSCAN is a more recent development that assumes clusters are islands of potentially differing density to overcome the DBSCAN challenges just mentioned. It also aims to identify the core and non-core samples. It uses the parameters min_cluster_ size, and min_samples to select a neighborhood and extend a cluster. The algorithm iterates over multiple eps values and chooses the most stable clustering. In addition to identifying clusters of varying density, it provides insight into the density and hierarchical structure of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following figures show how DBSCAN and HDBSCAN are able to identify very differently shaped clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:35:16.098963Z",
     "start_time": "2018-12-27T19:35:15.957354Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Clusters | MI=0.58')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusterer = HDBSCAN()\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "fig, axes = plt.subplots(ncols=2)\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=10)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=10)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Alternative Dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:36:07.264567Z",
     "start_time": "2018-12-27T19:36:07.161211Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alternative_data = np.load('clusterable_data.npy')\n",
    "fig, ax = plt.subplots(figsize=(7,7))\n",
    "ax.set_aspect('equal')\n",
    "ax.scatter(*alternative_data.T, s=10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Compare DBSCAN & HDBSCAN "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:36:16.515377Z",
     "start_time": "2018-12-27T19:36:16.134742Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dbscan = DBSCAN(eps=.02, min_samples=10)\n",
    "hdbscan = HDBSCAN(min_cluster_size=15, gen_min_span_tree=True)\n",
    "db_clusters = dbscan.fit_predict(alternative_data)\n",
    "hdb_clusters = hdbscan.fit_predict(alternative_data)\n",
    "fig, axes = plt.subplots(ncols=2, figsize=(14,6))\n",
    "axes[0].scatter(*alternative_data.T, c=db_clusters, s=10, cmap=cmap)\n",
    "axes[0].set_title('DBSCAN')\n",
    "axes[1].scatter(*alternative_data.T, c=hdb_clusters, s=10, cmap=cmap)\n",
    "axes[1].set_title('HDBSCAN');\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### HDBSCAN: Density-based Dendrogram "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:36:20.167988Z",
     "start_time": "2018-12-27T19:36:19.420307Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WWFVyaVFNGdkctbpbT+r1uj5x/Z/o1LFDqtdq+uxNH9KD996Z9rByZy4MWD3MyHqlGu4nI9sbNbLdTOa/KgO8WlHt7HHJCjox31h3PgpkqycPJz0VAzqzPKel6pI2lGelpdZf6frJIHCIMrbIl2iiV3HjJklSKfyYq84FzYFsmHldUE1yaUk11eWa9qKsLgLZDLrra5/TsYce0OZtO/WEpz5bkvTZmz6U8qjyJykju0BGti912VC2SUQgOyLVs0EGsLhpu+pVl2p1qVbX6bmCZAXV5k7Ja7wSHYajYZC6e8OOFcfqpwlk8yzKvJY2bgg+5jEj26S9a4GbtGQ1mYzygoy682uflSTtffoP63ue9WJNz2zQoQfu0cmjh1IeWb601Mi6S2FGlhpZrBU1siNSOxMEsqXNrcFV3U3FjdtUO3tctbMnVNq6O43hTZQTi6clKewfe6TlmJ8ttJyDfKkvLUuSHv+235He9juNAzfms+vHO/rcF7G3vH5UQ0mNZ7SFXyeV5SU9eM+dkpkuvfyJmpqe0UWPfJzuvuUL+vZdt2rbrnPTHmJuLC1Hmdh6+LHWuh+JopW90BmB7IhUTwcZwNKWnZJas4GlLTtVO3tc1TPHCGSH4OTCKUnStpmtkreWbNTDQPbU4qmxjwtrV18OAtk/edrL9XcPnKOXXfyQHrF5QZe/+b9p+3c/KeXRDWbu7JLedfXNmpkt6zfe9px4/1++/3O69+6j+qlXXaFHPPqcFEc4uCf90h8MdP5X3pevBR72f+sO1WtVnXvhpZrdtEWS9B2P+s4gkL3zFj3hPz0z5RHmx9JymHmttZYWLBLI9mVS61uHgZ/MiFTDjGxx844VCwoUwyxtdA7WJsq2bpvdsuJYnJFdICObR/XlJUlSpR5kI6rhx9rSUmpjWq25M8GYN22ebtkfPY6O50qnCWrdtpz59p23SAqC18hFj3y8JOnBe+5QtbKcyrjyKApYPQxg5a5CwVSruypRlhZYBQLZEanNBxnA4sbtK46VNm4Lzjl7cqxjmlQnF6OM7MpA9oMffWN4DoFsHkUZ2Wr4tlr0MdqfJ2fPBGPeuHmqZf/GMJA9m8dAdsId3n+vJGnPpY+O923YtEU7zt2jWrWqYw/tT2toubMUTfKqNYLWmali6zF0FKzsNZxtEhHIjkh9Keh/WZieXZGRtenZ4JzlxTSHODFOLjTXyLbaPL1JBSvo7PKcKjVmx+ZNLayRjTKy0cc8BrJzZ6OMbOvCHJsIZDOpXq/r+OEDkqSd513Qcix6fOwQgWy/FuPJXo2gNQ5kl5nw1QtdC5IRyI6Ih0FqYWp2xbFony8vjHVMkyrKtnbKyBasoK0zm1vOQ37EGdm6SV6PSwuiSWB5sjgfvJCamS237J/dEDxeWuBmniWnjh1WtbKsTVt3aGZ2Y8uxXeddKEk6dpBAtl/xpK5aI5Cdngq7eFAnizVgsteI1JeCILVjIBtnZAlkh2FuOch+b5ra2PH45qlNOrFwSnPLC9rd+RRkVD2sha1OQEZ2Ocw6veCl35l80k+OaTApsT/JZxeGV7zp3R3333DNozvux0pxsNqhtGCRFlxdsURtdwSyIxIFqTY90/KHKzWCWwLZ4VisBcHOTGm64/HpUlCTuFTjrdu8iQLWygTUyC4vBTfyn//RP9ED9zdW9tu+fYse+7hH6BGP3q2fetX3pDU8tPn8zX+nL/7zjbpr/zbd/u1dLcdmpyp6zpO/rWMP7Ze7y4wgo5elsG+slqtSPZj5NxNmZKmR7Y2uBcn4yYxIVDbQKSNrUSC7RCA7DIvV7oFstD86D/kRlxbUJLnHLShzGciGGdla2wvbWr0eHudmniXHDj0oSTo9t/K6srBc0vTMBi3On9X8WUqW+hGVFnjT7/90udhyDFgNAtkRqXcJZAtTwWQPZ7LXUCxVg6BmOjEjO91yHvKjPSMblxbksP3W8lIUyLbetKPHy7y9mimnjweLq5xdLHc4atqy85yW89BdNQpg641Atli01mPobEgdCya1PIFAdkTqS+Fkr+lZyevxdtM976S0YIiqtaqq9aoKVlC50LlShoxsfkWTuqr1QsvHWg4ne0WlBfW2m3b0ODqObDhz4qgkaX6p83Vly/ZdLeehu2otbCTctLJbqVhoPYaOXHQt6IZAdkTiGtmOpQUzLedg9aL62OnSVGKd2kwxqJFdrJIBz5s4I1ufgBrZpNKCKJClBVFmLC3Ma2lxXqXylJYrxY7nRIHsaQLZvkQlNM0Z2SiQrdXJyGL1mOw1Au7e1H5rZsXxqGuBUyO7ZlG5QFwf22Ed90ZGNn/Bz3rXviBCrrsWhBnX5NICMrJZceZUsKz45m07pYQs1qZtOyVJZ0+xQmM/4qxrvXGNbpQWkJHtZVLLAoaBjOwIeGVRkstKU7JCUTfd++7Ggghq7lpAhnCtek30kqSZMqUFeVWvBL1XqzVJdY97qXslf4tbVPrIyHqHF2IYv7lTwaqLG7esXJkxsmlLsELj2dMnxjKmvIt/7+srSwva/ybQKmq/RY1sZwSyI9BSH9tBc40sN661WYoC2WJyIDtdnG45F/lRD1v21MJMbC0qLchhIBtnZDu8jVoqFSSXqhVu6FkwdyYITjeGwWonUZA7d5qlxvvRqUa2WCAji7WjtGAEgoysZOWVZQWSZKWyVChK9ZpUr0rFTrNi0Y84I1vukpFlsldueTXMyIb3uShx49X81ZNGXQnqtZUlBFPTJVWry1peqqo81bkmE+PTyMhuk3S44zlRkDtHRrYv1MiuzaRmU4eBQHYE3IM/Sisk35CsUJTXa/J6XcZ9a9WiutfpcEJXJ/GCCNTI5k6UeY0ysdU8Z2SXoxrZlTftqemi5ueC8oKNSn5RhvGIygU2bdkuS4ixNmzeKplp/uxp1WpVFYvcTrvpWiNbJZDtxjW5ZQHDQGnBKERvnTTPoq/VW1f4io5RWrAmjRrZztnv4BgZ2byKamHzXlrg7k19ZDsEsuEKR0z4yoYoy7pxa3KNbLFY0oZNWyR3zZ85Na6h5VatuY9sOGeE9lsYBgLZUQgzsuq2bCGB7FBEda9R1rWTKJBlidr8iWtko4xsGNDmbbJXrVZXve4qFE2q1WT1estWng7elmFRhGyI6l43bk6ukW0+Tp1sbx0zsmGNLKUFvdFHNhmB7CjEGdkuP97omPMHvBZ9dS2IMrIVAtm8ibsWRDWycUY2XwFflGmNMq/t4owsS3VmwlyYYe022UtqZGznzhDIduPujdW7fGWNLBnZHpyuBd0QyI5A1IkgqUF/8zG6FqzNUq378rTNxxZr1MjmjbfVyMZJnZxlZKNM69R054L4KTKymbK8OC9Jmp7d2PW86ZkN4fn0BO+mHmZhC6agl1SoVKL9FtaO6vRRiEsLml4ntAeslBYMRSMj23uyFzWy+VMPuxNEJQVxaUE1Z4FsmGmdmk7IyE5HNbIEsmmr1+uqVoIXveVy8nVFkspTwYvkyhI9wbuphoFssdiaO2u03yKQ7SbqI4vOCGRHoa/YNApk+QNei3r48ytGrR86vDAohcfq/KxzxWu1YGJIoSBX+2SvfAV80WII5XLnjGy0v1KhtCBt1eXgBW95akZWKHRNNkxNB5NMK8u8SO4myriWiq3BWKP9FgmdXghkk1FaMAr9ZFujYwX+C9aiThnHxIrKBwqlxuvtqP1W3iZ7VcKFDko9A1lebKVtOcyulqd7t0Erh0uQL5OR7SqqgS223e9ov4VhICM7CnFQ1eWPs1P5AQYW9ewtEMhOnCiQtXJjwZAoceO1sAdzTl4IVsNMa1JGthQuglAlI5u6qEwgClK7KUcZWQLZrhoZ2da/13iyFxnZrugj2x2B7AhYGJx6c0uRtiAqXjShW4su9NQITpN/joXwjYd6txcWyBwPywcK5eaV70xWLssrFdUrFRX7yJplQSOQ7Rx4R/spLUjf8nIQlEZlA900SgsIZLuJM7JtpQVRhpbJXr05gWyifKQz8ibKEvVTWkBGdk3qimbDduvZG3wgI5svcWlBufX1dhTYeo7qZHuVFpRKUUaWG3ra4oxsH4FsVH5AaUF3UZ/Y9sleUc0sk72wFmRkR2GQGlkysmsT1ch2zciGpQVjGRCGpaW0oOlvqVAuqSapnqPOBZXl7qUFcY0sfWRTN1BpwRSlBf2IAtVSoS0jG032oo9sT5O6mMEwEMiOQKMms+lVZq31BuX9rP6FnqKMbH+TvXjVnyv14G/GCm3BX/jYa/kJ+qLSglJCaUG0nxrZ9A1WWjAria4FvdRqndtvxRlZVvbqyp2uBd0QyI6AhX1LvdK5Ab/Xa1KtKslkxXLHc9CfqFyg0KVEI65ZprQgV6IacysW1DxxMp7glaObXyUOZGm/lXWVQboWUFrQl2pz+62m63CjRpZrM1aPQHYEbCp4lV5f7rzaSz18xW9TM0z2WiNvLxjoENs0ekhwscyTOJAtFNUSyBY7TKbMuKj2tTyVEMhOUSObFcuUFgxdFMi2Z2TL4cpeFWpke2KyVzIC2REohBc3X16Uu68IVj0McAthwIvVizoSdMu29pO1RfZ4dHNra7FlOSwtqPRqv0VGNjOiMoG4tKDL61+6FvQnujwX22pko0m6TvutHmi/1Q139hGwQjEsL3B5JbzAucd/zfWlMJDtowYL3cX1r13uNnFnA4rl8yXOyLZdpgo5zMhWqZHNi8G6FrAgQj96VXURxmItyMiOSGF6VrXqsupLiysyr3UyskMTlw30kZFlYl2+eEIgm8sa2X67FhDIpq4ywGSvUnlKZqZataJ6raZCsfP/73oXJRpWXIEtPgE9UFqQjIzsiHSrk/W4RpZAdq0sLhfoEsiSkc2lqHTA2urq8lwjWyoXpZqv2KLSAmpk0zdIjayZNepk6VyQqJFLaL0GN+JYItluXEHXgmFsk4hAdkSibGtUD6u6x+trkpEdnujC2E9Glol1+RIHqok1svkJ+io9V/YiI5sVg3QtaD5veanz5F60umn/e+PP+2m5DvRCacGIRBO+OmVk40B2mkB2reLJAgSyk2eSamR7tt+iRjYrVkz26qE8TUa2l8Y1uHV/t4Vs0MQJ9rshkB2RuLQgfJXePMO6vtRov4W1MTHZa1I1Sgtag79c1shG7bd6di3Iz79pUg1SWiBJU7Tg6im6OpNMWD1W9kpGacGIRNlW79CWhfZbw9MoLUgOAFhFLZ8SJ3tFNbI5bL/FggjZVwuXPi6WgsVqzL3jFimWg/OqOVoyeeyS8gyUFmSOmV1rZofN7BtN+37bzB40s6+F2/Objr3JzPaZ2Z1m9pym/c8N9+0zszeOcsxkZEek0GWyFzWyw1MuBL/ClVpVklpuMJHo2FSBVdTyJLlGNr+lBUk1soWiySzop1mr1Vc0jsf4xG+Dt5e0JGDlwN7irgXtpQXWehyducbateDPJf2hpL9o2/8H7v7O5h1mdrmkl0l6rKSHSfonM3tkePiPJD1L0n5JXzSzG9399lEMmEB2RKiRHY/pUjDRYqmaXJ+2GB6bDpcORk7ES9QWW1M2eQ5kE1b2Cma/F7W8VFO1UiOQTVH0Dk6/b4PH53V5VwiB9prYuDSMOLaH8XUccPd/NbOL+zz9RZKud/clSfea2T5JV4TH9rn7PZJkZteH544kkOVqOSKF2c2SpNr86WBH04II0b7CzKZUxjZJZsJANgpW459z0887Ohadi3yIa2RXlBaEwWCuAtmw/VYpuc8odbLZEK0yZX2uBEhGtrfEHw3VXmnYZWZfatqu6vN5v2Jmt4SlB9vDfXskPdB0zv5wX9L+kSAjOyKlzTskSbUzx1cci/aVtuwc65gmURzI1pYTz1kKj00TyOZKrwUR8lQjWwuDo2LRZAkBeLR8Zz1HAfpEGrDLibHMam/ta9IQ9A9siD+yo+6+d8DnvE/SWxX8T75V0rsk/bw6vxRxdU6Sjuw/nUB2RIqbgyC1eubYimPVMJAthsEuVm9FRraDxepiy7nIB28uLWiSxxrZetjzttCl7rIQlhPUa9zk09SokR0wkCU4G1gjruVn10uaK3u5+6HoczP7U0n/ED7cL+nCplMvkHQg/Dxp/9BRWjAiUba1ero1kHV31cJ9JQLZNZuJa2STW9/Xki+hAAAgAElEQVQsVigtyKM44zoBfWTrYbauUEy+GRXijCw39TQ1amT7LS2IAtn8/D5mBW258sHMzm96+GJJUUeDGyW9zMymzewSSZdJ+oKkL0q6zMwuMbMpBRPCbhzV+MjIjkhzaYG7x/V89YWz8lpFhekNdC0YgmgC12K1n9ICJnvlSmL7rfzVyMaBbJcsXxzIkpFN1cALqFAj21tSmy1+ZH0JpnyMJ9g3sw9K+gEFtbT7JV0t6QfM7LsU/I/dJ+nVwbj8NjP7kIJJXFVJr3H3Wvh1fkXSJyQVJV3r7reNaswEsiNSmN6gwvQG1ZfmVZ8/La/VZMWiqqcOS5JKW3elPMLJ0F9pARnZPGqUFkxAjWxUWtAtIxv+O2s5CtAn0aCBbFyCQCCbqFebLRKyvY2xa8FPdtj9Z13Of7ukt3fY/zFJHxvi0BJRWjBCpe1BNr5y4mC8r3LioZZjWJsV7bfq3rqJQDavvNZjsleOAr5GRrZLjSwZ2UyIM6uDTvYikE2U1GaL/rEYBgLZESrvOE+SVDkeBK8fP3WtKseDoLa8/bzUxjVJyMhOrsQFEcLSgrwEsl734A05615aUCxSI5sNg/38G0FaPn4fU5Hwax+/ZqAPV0/tnSVXu00iSgtGKApWoyxs8PmhlmNYm5liUPe61K1GNjw2XaRGNlcSamSVs9KCqFSgWxArNd6ijjocIB2NBQ7CHT3u/vHksD5XAluPEn/zB0t+r2tpdi3IutQDWTMrSvqSpAfd/QXhzLfrJe2Q9BVJL3f35ChlPGNc41e4Ifw6TSu+/dYNa/qKvI0VmAoncC3VllVPyIjEGdkyGdk8iRdEaFvZKw4YcpKRjUoFegWyUdkBGdl0DdqFoFFTSyDbS3zfCv92KS3oj8sIZLvIwl/eayXd0fT49xWs6XuZpBOSXpnKqJq4+6q25eMH9a23vUT3vvPlqteqqs6f1rfe/mP61u/9uGpLC6v6ms8q/yRBbJOCFeJM63J1ueP7KFH97HSRQDZPei6IkJdANl4MofvlltKCbBh0pa6BuxysQ40XB637ByxHBjpKNZA1swsk/ZCkD4SPTdIPSvpweMp1kn4kndGtXXn7eSptO1f1xTktHfyWFu77huR1zVzwKBWmZtIe3sToVSdLjWw+JdfI5iyQ7TsjGxyvUVqQrkEzstELLqKxVaNGtjcf0jaJ0s7I/g9JvyEpumLslHTS3avh48T1ec3sqmit4CNHjox+pKs0e8kTJEkL996ihXu/3rJvVZhQsELcSzZhmdqoRpZANmcSVvZq1Mjm42+h3meNLAsiZMOgS84O2uVgPYrLjttSsvym9ynsIzuMbRKlFsia2QskHXb3Lzfv7nBqx991d7/G3fe6+97du3ePZIzDMHvpd0qSTn3hozp7278F+9YSyGKFmVKQ3V6odF7da4ElanMprpFNKC3ITY1svKpX98ttIc40c3tP02pLC7q1Vlvv4s4O7Qfipb3GORpMmjQnez1V0gvN7PmSZiRtUZCh3WZmpTArO9L1ecdh4yP2qrzj/Ljt1syFj9H0+Q9PeVSTZevMJumUdGrxTMfjpxZPS5K2zGwe57CwRok1sjlrv1WjtCBXBl3goLGkLdFYkvhHk9BHlp9cH3h9myi1l5Du/iZ3v8DdL1awDu8/u/tPS/q0pB8LT7tS0kdSGuJQWKmsXc97tYobt6m0ZZd2PfeqNV3wPlm5foijmwxbZ7ZKkk4unlpxbLlW0VxlQUUraNPUhnEPDWvgCaUFeVvZi9KCfGlkZIP/t09+7s1B8Vv7FmqUFpCRTRK/SGt78VnrcyIkKC3oJou/PW+Q9Hoz26egZjZxabS8mL348brotR/Qhb/yfk2dc1Haw5k422e2SJJOhpnXZtG+bTNbVeBGkytxoJrURzYnGdn+uxbQfisLBl6pi64FPZXC3+1q26p10bsPxR4v8jD5zOz/NbMtZlY2s0+Z2VEz+5l+npt6H1lJcvfPSPpM+Pk9kq5IczyjwEVudLZFGdmFUyveDjy5cCo8Z8vYx4U16tF+Kzc1sgOWFrBEbbqiWtdardrjTIXn1Vqeh5Wi1nJxRja8TkeBbYmMbE/roOvms939N8zsxQom+r9UwTv0/7vXEzMRyAJrsX02CFJPdMvIzhLI5k2jtCDfNbLxZK8okE0Yd6O0IB//rklVDlsjVpf7W4ensrzY8jys1CsjSyDbnWtdrOxVDj8+X9IH3f14vwlAAlnk3raupQVRRnbrWMeEtYvaayUuiJC3Gtlij4wspQWZUJ4OAtLlpYW+zq8sBYHs1DSBbJKodKDaNpExelzs8beBdeGjZvZNSQuSftnMdkvq3IqoDYEscm/H7DZJ0rH54yuOHZs/KUnaPksgmzdJCyLkrUa20bWgR/utuGsBgWyaylNBm74o0ypJ1uV93eWlKCNLe78k5VJUrtEeyFJa0BeXNPkZ2asVrOx62t1rZjYv6YX9PJHfHuTerg07JEnH5k9I1rpE7ZG5Y5KkczbuTHOIWI1JqZGN+8j2ysjStSALosxqZanzSoHtKsvBeeXp2ZGNKe+KhR6TvcjI9tS++vpqtwz7D3c/4e41SXL3OUk39fNEMrLIvanSlLbNbNHJxdOyLS4/2bgoEsjmV88+snkpLRh4slc+AvRJ1Sgt6P2uZq1aVb1WVaFQVLHE7TRJqdi5R3K1TkZ2vTOz8xSs4DprZk9Uo63wFkl99czkLw8TYffGnTq5eFrvuunVev33XhPvPzx/LD6OnPGE0oK4PdKYx7NKjT6y/a3sRUY2XdGkrUofgWxzWQGdaZJFreWq9YSMLO23epvcy8JzJP2cggWw3t20/4yk3+znCxDIYiLs3rhTdx+7V0fmmupki66TC6dVsEJcR4v86B2o5uPK3ugj2/1mXaT9VibEpQVNNbJJv4xxxwImenWVmJGlRrZPk7uYgbtfJ+k6M/tRd//b1XwNAllMhKh04NDZI/E+2+ZyuXbNblexUEx6KjKuPdOVt8xX36UF1MhmwiClBXQs6E9zjaw3FWvSfgtN/sHMfkrSxWqKTd39Lb2eSCCLVctiQPF/9P7Gg28pWPxY0h/rd1MZTy99rx60HvX62eTkZ9d3+61C55ndGK+4a8FApQUEst0UCqaCSXVvfaHWqJHN3r0kc/JxuVuLj0g6JenLkvqbaRkikMWqZSkIOz5/Ur/40TdptjSj//Xid6lQKOj9X/hL/fO9n9XLn/Cj+uFHPzPtIUqSnnfx6+LPb7rvD1IcSZ5Y14dZVx+w/RYZ2XQ1Sgt630sbHQsIZHspFguqV+stdbKNrgVkZLvydbEgwgXu/tzVPJHfHkyEHRu26dyNu7RQXdR9J/dLku44sk+S9Jjdj0hzaK3q3tjQQ6+M7HhGsVaDtt9yfjdSFbXR6q+0IFg0gdKC3jrVyTZqZCc+SENvnzWzx6/miQSymBiP2X2ZJOmbR/fp5MIpHTx7WNOlaV2y/cKUR4Y1WXGPy9dNL7pxRxnXj9/6dqmu1k3NCyJQWpCm1ZUWsBhCL1GdbKXaHMjWW46hCx/Sll3/WdKXzexOM7vFzG41s1v6eSKlBZgYj979CH3mvv/QNw7dqa0zmyVJj9p5KRO98mriuhZ0v1kXab+VCYN1LaC0oF/RhK5ac41sPNkrXy9O0zHxP6PnrfaJBLKYGN953qNVtIK+dOAWfelA8ELuu85/bMqjwpq1TyqM+8jmI+AbfEGEfPy7JtVquhYQyPYWBavVWj0urYqWY6ZGdv0ysy3uflpB39hV4bcHE2PXhh165sO/L368c3a7nt30GPmSFKhmsFlGV40FEfoMZHOy9O6kWs2CCFN0LegpClZrTS/UqnUysn2b3NKCvw4/flnSl8KPX2563BMZWUyUH3vs87X/9EGdXDytn/rOH9FUaSrtIWHNEm5y2bwor9CY7MXKXnnQ3LXA3bu2GWRBhP61ZGRDNRZE6N+EXhbc/QXhx0tW+zUIZDFRts5s0dVPf13vE9OSk7fDsyHpZ5Wv7E1twNKCGqUFqSqWSioUi6rXaqpVqyqVy/GEvHaN0gIme/VS7FIjS2kBJMnMXijpaeHDz7j7P/TzPH57AGRackYsHwFfnJGltCA3ovKC5bC9VpJlVvbqWyle3asu92CLM7I9/jbWPZfkNpwto8zsHZJeK+n2cHutmf1eP88lIwsgm5Ky1zkrku17ZS9KCzJjw6YtWlqY0/zZU9qwaUviefNnT0mSZjcmn4NAsVMf2ToZ2X6tgzfzni/pu9y9Lklmdp2kr0p6U68n8tsDINsSE7L5uLIPvLIXpQWp27hluyRp7tTJrudFx6Pzkaxc6tBHNvy8TCCLwLamz7f2+yQysgCyaTJKZDuWFliH8gGWqM2OjVuC++ncmROJ57h7fDw6H8mmy0E/78XlWrxvcbkaHJum13dPk39Z+D1JXzWzTyu4yj9NfWRjJQJZYLxykkXMls6Ra15+lI0FEbpH4NFxamTTFweyXTKyi/NzqlWrmpqepUa2DzPTQbixVGkOZIPPZ6YIRXrKcH3rMLj7B83sM5KeHO56g7s/1M9z+e0BkEnJCx5EF/R8RLL1Wr99ZFf22UQ6NoWlAmdPJ2dk58JjG7dSVtCP6akg67oUZmGl5kCWjCwkSd+rYKlal1SU9Hf9PKnvwhQL/IyZvTl8fJGZXbGakQJA39omd3Xr65lF/feRpbQgK6LgNApWzX3FFh3bRFlBXzqVFiyHn0fHkMx8OFtWmdkfS/pFSbdK+oakV5vZH/Xz3EEysn+soJveD0p6i4LlxP5WjTQwAIxPTmoLBm2/5QSyqYsysnOnk0sLomNM9OpPVD6wuNShRpaMbHfZXZVrmL5f0uM8fCsu7Fpwaz9PHGSq4Pe4+2skLUqSu5+QxLJJwCrctP+9aQ8hX+r1xhbJSWa21m9pQbyEJzWyaYuC07OnjieeEx0jkO1PVD7QXCMbfT5NjSykOyVd1PT4Qkm39PPEQX57KmZWVPi6wMx2K3G9EwAd5SSLmCltP7Pk2tlsakz26p43KNK1IDM2bt6qQrGohbkzqiwvdTzn9ImjkqQt23eNc2i5taJGtliQe9CWq8iCCD1kezGDIdkp6Q4z+0L4+MmS/sPMbpQkd39h0hMHCWTfq6Dw9lwze7ukH5P0W6sbLwB017sWNh8X9nq/S9QW6SObFVYoaPO2nTp17HAQsLa9ePr419+qG655hyRpM4FsX6JANq6RLQXhBxO9+jT5l4U3r/aJfQey7v5XZvZlSc8Id/2Iu9+x2m8MAP1pv4Ln64re98peLFGbKVu27w4C2eNHOh6P9pOR7U9cIxtlZEtBAEtZASTJ3f9ltc/t+zco6lbQ5KVmJnd/y2q/ObDuEKT0r0fCNSclsv1nZGm/lSnbdp+nB/bdphOHD6w4try4oLOnjqtQLGnz9p0pjC5/NswE4cbCUlWqexzIRvvRA5eFRIP8Bs01fT4j6QWSyMgCGK18J2Tj4fYqlchLYL5e7DrvQknS0YceWHHs2KH9kqQd5zxMxSKBWD82TJclSfOLQUbWyqVwPz+/vuTsujdOg5QWvKv5sZm9U9KNQx8RAEitkV2nCV55ifwGvQHlbDLbpNp53gWSpGMP7V9xLNoXnYPe4oxsGMgqCmRnymkNCRlgZp9y92eY2e+7+xtW8zXW8lJog6RL1/B8IDPG3WQ/6P08Hnmb5d9uxfhz9u/xfiNZi85HkqwshvGJp7wt/OzPpZ+4amzfN89/y7NhIDu/VAl2hLWxs5QW9Oaa5K4F55vZ90t6oZldr7aiMnf/Sq8vMEiN7K1qXGOLknYrWBgByL3n7HyVJOnjR69JeSTD8+zyy/TJyvVpD2MNki7c3uN4xjRqCxr7mnrF3nTX7weHiWR7eu4lvx5/ftM97xz59/vLd75Bp44d1ste+5a41ECS/vZPflcH77tbL/z5/6qLLnvsyMfx3K0/r4+funbk32eU2ksLVC6H+wlk+5HlVbnW6M2S3ijpAknvbjvmChbh6mqQ36AXNH1elXTI3atJJwPAcCRcwXMSx0YmpJvYurLr/It06thhHXrgnjiQrVUrOnrg/uA4pQV92zgbZmQXq5J7XCO7cZbSgvXM3T8s6cNm9t/d/a2r+Rp9r+zl7t9u2h4kiAUwSklvI+ft3dWBS2RHMgqsxoWPuFyS9O07GytlHrjvblWWl7TzvAu1YfPWtIaWO1H7rYWlthpZMrL98SFtGeXubzWzF5rZO8PtBb2fFej5G2RmZ9T5n2/B9/YtA4wVAAaTELlmpV6ypz4j7/hfk7dIfZx8vO3rvuNR3ylJemDfbapVqyqWSvr2nbeExx4/1rFkxdD+7j4dbP/wbumn1vBl8lw3jAYz+z1JV0j6q3DXa83sqe7+pl7P7ZmRdffN7r6lw7aZIBbAyCSWyObzxtW7tCAngfk6snnbTu04d48qS4s6cN9dcnfdd+fXJTWC3PXm2RteLndf1faq371ZL3j93+v+h07rHdd9QS94/d/r019+YNVfjyB2ovyQpGe5+7Xufq2k54b7ehoop29m2yVdpqCPrCTJ3f91kK8BAANJvFflI/CjtCDfLnnME3X80IP66v/9uKqVZZ088pBmNmzSeRc9PO2h5c7OrTM6eHROx08t6tipxXgfepvgyV7Ntkk6Hn7ed93OIF0LfkHSaxXMLPuapKdI+g/1MaMMAAbXq2tBTsTD7bEgworzkQXf9dRn6db/+JTuv+tW3X/3NyRJe5/+wyyEsAo7t8xKko6dXtCx0wSyA5nc9luR35P0VTP7tILL4dMk9SwrkAaY7KUgiH2ypG+7+9MlPVFS50Wogbype7Ahg+hagPTMbtqipz7/J4L/QHede+HD9finPH28g5iQt9CjoPXIyQUdjzOys2kOCRnh7h9UkCC9Idy+19376h85yEvKRXdfNDOZ2bS7f9PMHrWK8QJAb0mRX87u6R1jkHrypCXq/rLnsVd8v3aed4HOnDyqSx7zJBVLtIxajZ3bgkD23gOnVa3VtXlDWdPlYsqjyoGMdxwYFnc/qFWsGDtIILvfzLZJ+ntJN5vZCUkHBv2GADCI9sAufpybyVH9di3Iy78nRSkG+edd9HDqYtcoyr7eff+JlsfowzoIZFer70DW3V8cfvrbYQ3DVkkfH8moAKxZvlf16idOzUfg14i7e4w3WtiLGxYmVFRacPjEgiRpB/WxfVsnk71Wpe8aWTN7nZldIEnu/i/ufqO7L49uaACg8G01b4rwuKIDeXTu9g1dH2N9MrOCmX1jtc8fpLRgi6RPmNlxSddL+rC7H1rtNwaGaVhNus0+MJSvQ53jEBSC19neVk/qteCxFQeZq5p9uamUAFZp+5YZnbtjgw4dn5ckPfriHSmPKEcm+Jbi7nUz+7qZXeTu9w/6/EGWqP0dd3+spNdIepikfzGzfxr0GwKjsJaG2sPcnrPlFQSxQ2JhILtiYlT4OD6ecdHvQ7+BKr8/mGSPvXRn/Pnjmj5HDxO+RK2k8yXdZmafMrMbo62fJ66mEd5hSQ9JOibpnFU8HwB6sg4Z2Zse+mM98KEPtxzPjx59ZEnJYh34oadeolv2HdWTH3OuztlBaQFiv7PaJw6yIMIvSfoJSbslfVjSq9z99tV+YwDoxopBWx6v1Vr2x4Ft7gJZAI+8aLuuedMzVS7x99sv88mf7OXu/2Jm3yHpMnf/JzPbIKmv3myDZGS/Q9KvufvXVjNIYF3gbeHhSayRDQLbKNDNuo7dwtqC807nowMWLZkIBLGrMOEre5nZqyRdJWmHpIdL2iPp/ZKe0eu5g7TfeuNqBwgAg5qUGtlYr+5bk32fAoBuXiPpCkmflyR3v9vM+ipfZbFoAJkUlxa0Z2RzF8gOmkUk6wigzeRfFpbcfTmaK2BmJfX5ryaQBZBJ8WSvnNfIxqUFPc+0lvOBSPuLOaw/k14jq6AT1m9KmjWzZ0n6ZUkf7eeJ+bgTAFh/Jq2PbI/aAUoLkAvUKWM03ijpiKRbJb1a0sck/VY/TxwoI2tmF0p6rKTHSXq8pMe6+96BhgoAfYgnc01KjSwArNaEv34IF0W4TkGNrEu60/tsqt3zTmBmrzazz5rZSUl3SfoFSZsk3Sjpp1Y/bABI1qu0wAr56FoQ6TfhyoIIXURLFfMzwnrijRZca92yysx+SNK3JL1X0h9K2mdmz+vnuf1kZN+koH/sUUnvkDQr6drVLCMGTDpq2Yan04IIweMwsM1ZRrbfewgLIwBYh94l6enuvk+SzOzhkv5R0k29ntjPneAF7v55d/+Wu79UQaT8UTN7nZnl604CID+aAtmbDr0v3p3bGtlmtXpjA4BeJn+J2sNREBu6R8FKsj31zMi6+zfaHn/czD6toAj33yV97wADBYC+RIGqtwd7ea2R7fF2OO+WA0g0odcHM3tJ+OltZvYxSR9S8K99qaQv9vM1VnUncPcld//vkq5czfMBoJekBRGi0oK81MhGlQK970Pecj5WuumB91AjmzbnXQQM1Q+H24ykQ5K+X9IPKOhgsL2fL7CmPrLuftdang8ASZJrZPPVR7b/aV6rPR/ApMvyRK21cPdXrPVr5OVOAGC9KUQre7V1LajltbSgx+EJvVEByA8zu9bMDpvZN5r27TCzm83s7vDj9nC/mdl7zWyfmd1iZk9qes6V4fl3m1nPd+/N7BIze7eZ3WBmN0ZbP2PO2Z0AwHqxokY2asQe1cgWc1Za0GegSmkBgBT9uaTntu17o6RPuftlkj4VPpak50m6LNyukvQ+KQh8JV0t6XskXSHp6ij47eLvJd0n6X8q6GAQbT2xRC2ATOpdI8vrcADrxJjesXH3fzWzi9t2v0hB3aokXSfpM5LeEO7/i3Dhgs+Z2TYzOz8892Z3Py5JZnazguD4g12+9aK7v3c1Y041kDWzbZI+oGClMJf085LulPQ3ki5WEJ3/uLufSGmIAFJicWlB3mtkI726FlBbAKCD4S5msMvMvtT0+Bp3v6bHc85194OS5O4HzeyccP8eSQ80nbc/3Je0v5v3mNnVkj4paSna6e5f6fG81DOy75H0cXf/MTObkrRB0m8qSGG/w8zeqCCF/YY0Bwn0jWBkeOLJXkEG1qPZ0vV89ZGNFjjov7SA2oKu+BsD1uKou+8d0tfqdLHyLvu7ebykl0v6QUlR9sLDx12lFsia2RZJT5P0c5Lk7suSls0sKYUNYB1pLFHblpHN62SvZh1WgCM+QyJ+OZDur8AhMzs/zMaer8ZCBfslXdh03gWSDoT7f6Bt/2d6fI8XS7o0jAUHkuad4FIFfcL+l5l91cw+YGYb1ZbClnROpyeb2VVm9iUz+9KRI0fGN2oAYxFP5kooLchLIDtogpWELIAV0l3Z60Y11g24UtJHmvb/bNi94CmSToVx2yckPdvMtoeTvJ4d7uvm65K2rWZwaZYWlCQ9SdKvuvvnzew9asyE6yms6bhGkvbu3cvLVWDCWFtpQSSvNbI9a2C5igFImZl9UEE2dZeZ7VfQfeAdkj5kZq+UdL+CVbck6WOSni9pn6R5Sa+QJHc/bmZvVWNlrrdEE7+6OFfSN83si2qtkX1hrzGnGcjul7Tf3T8fPv6wgkA2KYUNYD1JWBAhb+23+l3gwIlkAXRgGt+CCO7+kwmHntHhXJf0moSvc62kawf41lcPcG6L1AJZd3/IzB4ws0e5+50Kfki3h9uVCl4BNKewAawj8WSuKJANa2O9lq/2W4OXFlBbAKDNhL/Odfd/We1z0+5a8KuS/irsWHCPgrR0QZ1T2ADWkcTJXjmrkY30nK8z4TcqAEhiZmfUuApOSSpLmnP3Lb2em2og6+5fk9SpDcSKFDaQC3WikWGxhNKC3NXIxgnWHn1kV5wPABp2H9lMcvfNzY/N7EcUrArWU07uBADWnQmpke0Yl9Zqja2f84GMcF6spyPdrgVj5+5/rz56yErplxYAQEdRoOptwV7eamQjvUsLcnSXSVOHHrwA8s3MXtL0sKDg3fq+LooEsgAyKQ5Uc95Htt/ZXo3SAnKyANpM/uvcH276vCrpPkkv6ueJBLIAMmlSamSjsLTfyV6EsQDarYMa2Ves9rkEsgAyKS4taA9ko9KCnNTIAmtGXSomlJm9ucthd/e39voaBLIAsiluv9U2ISp3pQXhxx4pWSclCyDJ5L6Wmeuwb6OkV0raKYlAFhgrZyLKsExKjaz1G5kSx/aHSXFYb3LWcWAQ7v6u6HMz2yzptQrWFLhe0ruSnteMQBZAJiV2LchZjezAkSmTvQCsI2a2Q9LrJf20pOskPcndT/T7/JzcCQCsN1ZKCGSrVUlSoZyP1+GNyoJGSuWmg38UZJqbss1ORhZAAvPhbFljZv+fpC9KOiPp8e7+24MEsRKBLICMKpTKkqR6pdKyv14JAlkLj2ddoRiEpvUeE3bqYVAbnQ8AscldEOHXJT1M0m9JOmBmp8PtjJmd7ucL5COlAWDdsXIUyFZb9nsY2OYlI1sISyDqtV6BrLecDwCTzt3XfMHLx50AwLoTBarelJH1er3RfquUj8tXlGGt9cjI1sJAl4xsD0z2wjqUxbKArMjHnQDAulMot5UW1Ovx51Yuy3IyKapQCEsLat07WjQysvn4d7Ub9/+H2fvH8n2cwBlZwK9hIgJZAJkUZVy9Wo2DCa9EE73yUR8rScViWFrQq0Y2DHSj8/PmOdt/QZL08eN/mvJIAKwnBLIAMskKBVmpFASyYaeCejVf9bFSc0a2vxpZy2lGFsCIZHeiVibk524A5ICzlORQRYFsVFIQ1cvmpWOB1Ny1YOVSu83L7EaBbpFAFkATE235uiGQBZBZhXJZ9cXFRkY27liQo0C2kFxacNOh98Wfp9l+a5j1rWYfWPPXoC4VQL/yWYwFYF1on/AV95DNYWlBrUdpQdy1IIX2W8/e8HK5e2Y2tMnS0tdZGst6Mrl9ZNcsP3cDAOuOtTIRRw0AAA/9SURBVLXg8jxmZPteEIH2WwA6o/1WMjKyADKr0LYoQj5LCzrXyLbLe/stAEgDGVkAmbWytKDRRzYv+l7ZK2y/RSALYAUysokIZAFkVtSdwCsVyT2e9FXIyapeklQcsLQgr31kAYwQgWwirpgAMivqFxv1j81nRnbAGlkysgDQt/ykNQCsO4WpKUlSfbnS8rEwlcNAttcStZQWAOjEmezVDYEsgMxqBLLL4celcP90amMaVKHfJWrjrgW8UQagDYFsIgJZAJkVB7JLQQAbBbTR/jygtADAWpGRTcZLf2CYaBY+VCsyskv5DWRrPUoLapQWAMDAyMgCyKzCdJSRjUoLgo/F6fwEssWk0oK2wJauBQASkZFNRCALILNWZmTDGtnpHNXIxpO9evWRDY4bGVkAbSgtSMZLfwCZtXKyVw5LC4qs7AUAo0JGFhiiT1auT3sIE2UiAtl+V/YKA11KCwC0cFFa0AWBLIDMimpka3nuWhBmZGs9uhbUamRk0Zn3+N3BOsCvQCJe+gPIrPaMbC3HXQt6Z2SjPrIEsmhDNxQgERlZAJnV6CPbVlqQo64FcWlBrxpZ2m8B6MDEZK9uCGQBZFa0gld9eVler+e6tICVvQCsGoFsIq6YADJrMiZ7DdZ+K5WMLDWYAHKKjCyAkTNbY3B24w2SpE/+fuvj1XIfX+BWHLD9VpEaWQBtbIzXrLwhIwtg5Nx9VdvZe+7Vv73wJfrKr/6a3F1feMWr9G8vfIkWDx9e9dccZxArdWm/Vau1PKRGFkBHPsRtAhHIAsis0qaNkqTqmbPBx7PBx+LGTamNaVAD18gWuCwDQL8oLQCQWaVNQcBaPXtW9UpF9aUlWbGo4uxMyiPrX1wj2/dkLzKyAFrRtSAZgSyAzCrMzMhKJdWXl7V8/ISkILhdc83tGEWBbK3WvUa2RmkBgCQEsol4DwtAZpmZShuD8oLFQ4ckNcoN8iJacrbfjCxL1AJA/7hiAsi00uagvGDx4MHg8abNaQ5nYAOXFpCRRYaxXG46zIezTSJKCwBkWimc2LX4UD4zso0+sv2t7GUEsgDaTWgQOgxkZAFkWiMj+1DL47woUFoAACNDRhZApkWdCxoZ2ZwFspQWAFiLCS4LGAYCWQCZFpUSLD4UZmRzGsi2dy3wtgURamkuUQsg2whkE/EeFoBMK20OJnfVFhaCxzkLZPvvWhC236K0ABl2c+1v0h4C0IKMLIBMK2/d0vZ4a0ojWZ3GZK9gedykHrh1MrIAOjBRWtANgSyATJvds6f18QUPS2kkq2MFC+5ELrlLSWs5UCMLIJETySbhPSwAmbYikH1YvgJZSSoWovKC5BZcja4FBLIA0C8ysgAybWrH9vjzwsyMijMzKY5mdQpFU60Wlg8kXHXr8RK15BcAtKK0IBlXTACZZmba/t1PlCTtuGJvyqNZnX5acMWlBWlkZL37Yg1I1ycr16c9BKTJh7hNIAJZAJl32eteq3Oe+YN6xC//YtpDWZXmCV+xtvZb1MgCwOAoLQCQeeXNm3XZr74m7WGsWtRSq9alRjbqM5tKRhZAphlvmiQikAWAESt2ysi2abTf4o0yAG0mtCxgGLhiAsCIlcrBpbZSqSWeEx0rl7ksA0C/yMgCwIiVy0VJUjUhkHX3+FgpPBcAInQtSEYgCwAjFgWnlUrnQrdg1a9goleRJWoBNHOxIEIXXDEBYMRKPTKyFbKxALAqZGQBYMTKPWpkqY8F0A2lBckIZAFgxHplZKmPBdAVgWwiXv4DwIiVp7rXyEb7o/MAAP0hIwsAI9ara0E1Li0gkAXQykRpQTepZmTN7HVmdpuZfcPMPmhmM2Z2iZl93szuNrO/MbOpNMcIAGvVq49sPNmrxJtkANq4D2+bQKldNc1sj6T/Immvuz9OUlHSyyT9vqQ/cPfLJJ2Q9Mq0xggAw1AqRRnZzqUF0X5qZAFgMGm//C9JmjWzkqQNkg5K+kFJHw6PXyfpR1IaGwAMRVQyUFlOyMguU1oAIJn5cLZJlFog6+4PSnqnpPsVBLCnJH1Z0kl3r4an7Ze0J50RAsBw9CotaHQtSDu3ACCTfEjbBEqztGC7pBdJukTSwyRtlPS8Dqd2/NGb2VVm9iUz+9KRI0dGN1AAWKOoG0GvBRHoWgAAg0nz5f8zJd3r7kfcvSLpBkn/SdK2sNRAki6QdKDTk939Gnff6+57d+/ePZ4RA8AqNLoWdK+RpbQAQCeUFiRLM5C9X9JTzGyDmZmkZ0i6XdKnJf1YeM6Vkj6S0vgAYCiiSVw9uxYQyAJo55LqPpytD2Z2n5ndamZfM7Mvhft2mNnNYUepm8N31WWB95rZPjO7xcyeNLofRGdp1sh+XsGkrq9IujUcyzWS3iDp9Wa2T9JOSX+W1hgBYBj6XaKWGlkAGfF0d/8ud98bPn6jpE+FHaU+FT6WgpLQy8LtKknvG/dAU10Qwd2vlnR12+57JF2RwnAAYCT6XaKW0gIAHaVfFvAiST8Qfn6dpM8oSDy+SNJfuLtL+pyZbTOz89394LgGxst/ABixRmkBfWQBDG6INbK7oony4XZVh2/nkj5pZl9uOn5uFJyGH88J9++R9EDTc8febYolagFgxHotURt3LaC0AMBoHW0qF0jyVHc/YGbnSLrZzL7Z5VzrsG+s+WMCWQAYsamplQsieNPEi2j/1BSXZAAdjHF5WXc/EH48bGZ/p6Dc81BUMmBm50s6HJ6+X9KFTU9P7DY1Krz8B4ARm5oOAtTlpWrH49H+qWlKCwCsNK72W2a20cw2R59Lerakb0i6UUEnKam1o9SNkn427F7wFEmnxlkfK5GRBYCRiwLU5YQlaqP9ZTKyANJ1rqS/C7qiqiTpr93942b2RUkfMrNXKmif+tLw/I9Jer6kfZLmJb1i3APmqgkAIxaVDCwvVeXuCm8SsUZGlksygDZjXF7W3e+R9IQO+48p6Pffvt8lvWYMQ0vEVRMARqxYKqhQNNVrrlqtrlKptYQgyshSWgCgnUmyMdbI5g2BLACMwdRUSYsLFS0v1VYGslFGNqXSAu9zxR8AKencuQ9ishcAjEVcJ9thwheTvQBgdcjIAsAYxJ0LOkz4apQWcEkGsBKlBcm4agLAGES9ZNszsrVaXbVqXWZSqcSbZADajHGyVx5x1QSAMWj0km3NyFaasrHt3QwAAN2RkQWAMYgmclWWWzOyjYle1McC6MTHurJX3hDIAsAYJE32ijK01McCSNLPqlzrFaUFADAGSZO9lpdZDAEAVosrJwCMQTlhslf0uExpAYAklBYkIpAFgDFIzshSWgCgC5eMBRESUVoAAGOQ1H6rEtXIkpEFgIGRAgCAMWhvv/XJ5b+WJC0tUSMLoAdKCxJx5QSAMZiZLUuSFuaXW/ZHj6PjALACcWwiSgsAYAw2bZ6WJM2dXWrZP3d2ueU4AKB/ZGQBYAw2hoHq2dOtgezZ04stxwGgnVFakIhAFgDGYNOmKCPbWloQPd64aWrsYwKQEwSyiSgtAIAxmN1QlhVMiwsVVauNFlxzZ4IMLaUFADA4AlkAGAMrWJx1nTvTyMqeDWtmKS0A0JFLqg9pm0AEsgAwJu0Tvuq1uubnliWTNm6ktADASiaX+XC2SUQgCwBjEk/4CssJ5ueWJZc2bJxSocjlGAAGxWQvABiTeMJXGMhGAW20HwA6mtBs6jAQyALAmLRnZKOP1McC6IpANhHvZQHAmGxsq5Gl9RYArA0ZWQAYk3iyV9i1IG69tWUmtTEByLioawE6IpAFgDHZuCmhtICMLIAuJrXjwDBQWgAAY7Jpc9hHNi4tYDEEAFgLMrIAMCZxjWyYiZ1jsheAfpCRTUQgCwBjsmHDlKxgWpivqFqp6ezpqLSAQBZAEieQ7YLSAgAYEyuYduzcIEl66MBpHTsyJ5m0Y9fGdAfmzCQBkE8EsgAwRuft2SpJuu2rB1Sr1bVj50ZNz/DmGIAEriAjO4xtAhHIAsAYnbdniyTpa198oOUxACSqD2mbQASyADBG5z4sCFyXFqstjwEAg+P9LAAYowsv3q7yVFGV5Zok6dJH7k55RACyjj6yycjIAsAYTc+U9YS9F0iSHnbhVu25aFvKIwKQedTIJiIjCwBj9rwXP05PePIFOvd8ygoAYC0IZAFgzKxg2nPR9rSHASAPXFJ9MrOpw0AgCwAAkFmTWxYwDNTIAgAAIJfIyAIAAGQZGdlEBLIAAABZRiCbiNICAAAA5BIZWQAAgKyia0FXBLIAAACZ5ZLX0x5EZlFaAAAAgFwiIwsAAJBlTPZKRCALAACQVdTIdkVpAQAAAHKJjCwAAECWUVqQiEAWAAAgywhkE1FaAADr3Ccr16c9BABYFTKyAAAAmeVkZLsgkAUAAMgql1RnQYQklBYAAAAgl8jIAgAAZBmlBYkIZAEAwP/f3v27yFGHcRx/fwgES5WcIkkOUlyTUoJaCjYXm9gISWOQQBr9A9LZWgsiXBGMjSI2phAOTZNKMNeICuKRwhw5TKGIYCX3WNxElrC7JNzMzg/fLxh2v88Nu89yzYcvz8xoyAyyCxlkJUmSBqt8stcSzshKkiRplDoPskmuJ3mQ5IeZ2rNJvk7yS/P6TFNPkg+S7Cb5PsmLXfcnSZI0WAVVB60cU7SKHdmPgc1HateAW1W1Adxq1gDngY3muAp8tIL+JEmShuug2jkmqPMgW1W3gd8fKV8AbjTvbwBvzNQ/qUPfAk8neaHrHiVJkjQ+fV3s9XxV7QNU1X6S55r6SeDezHl7TW1/xf1JkiQNg3ctWGhody3InNrc/16SqxyOH7C+vt5lT5IkSf2o8sleS/R114LfHo4MNK8PmvoecHrmvFPA/XkfUFVbVXWuqs6tra112qwkSZKGp68gexO43Ly/DHw5U3+ruXvBK8CfD0cQJEmS/peq2jkmqPPRgiSfAq8CJ5LsAe8B7wOfJ7kC/Aq82Zz+FfA6sAv8DbzddX+SJElDVo4WLNR5kK2qSwv+9Nqccwt4p9uOJEmSNAVDu9hLkiRJ/5nuWEAbDLKSJElDVUz2YQZt6OtiL0mSJOlI3JGVJEkasvJir0UMspIkSQNVQDlasJCjBZIkSRold2QlSZKGqsrRgiXckZUkSRqwOqhWjseRZDPJz0l2k1zr+KcdmUFWkiRJJDkGfAicB84Cl5Kc7ber5RwtkCRJGrLVjRa8BOxW1V2AJJ8BF4CfVtXAk5pEkN3Z2dkGNvvuQ5IkqU1/8cf2N/XFiZY+7qkkd2bWW1W1NbM+CdybWe8BL7f03Z2YRJCtKkOsJEmanBVnnMxrYYXf/8SckZUkSRIc7sCenlmfAu731MtjMchKkiQJ4DtgI8mZJMeBi8DNnntaahKjBZIkSTqaqvonybvANnAMuF5VP/bc1lKpGvTogyRJkjSXowWSJEkaJYOsJEmSRskgK0mSpFEyyEqSJGmUDLKSJEkaJYOsJEmSRskgK0mSpFH6F2Jzi0ANtODrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "hdbscan.condensed_tree_.plot(select_clusters=True,\n",
    "                        selection_palette=sns.color_palette('deep', 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Minimum Spanning Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T19:36:20.462704Z",
     "start_time": "2018-12-27T19:36:20.297719Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "hdbscan.minimum_spanning_tree_.plot(edge_cmap='viridis',\n",
    "                                      edge_alpha=0.6,\n",
    "                                      node_size=50,\n",
    "                                      edge_linewidth=1);"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
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